Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	7669950
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	702.2 MiB
Average record size in memory	96.0 B

Variable types

NUM	6
CAT	6

Warnings

`user_id` has a high cardinality: 228554 distinct values	High cardinality
`date_from` has a high cardinality: 7205513 distinct values	High cardinality
`date_until` has a high cardinality: 7194377 distinct values	High cardinality
`start_station_name` has a high cardinality: 208 distinct values	High cardinality
`end_station_name` has a high cardinality: 208 distinct values	High cardinality
`booked_via` has a high cardinality: 223 distinct values	High cardinality
`date_from` is uniformly distributed	Uniform
`date_until` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`distance_in_km` has 293637 (3.8%) zeros	Zeros

Reproduction

Analysis started	2021-03-13 12:19:10.383402
Analysis finished	2021-03-13 12:26:04.082556
Duration	6 minutes and 53.7 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	7669950
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8056972.421
Minimum	0
Maximum	16228295
Zeros	1
Zeros (%)	< 0.1%
Memory size	58.5 MiB

Quantile statistics

Minimum	0
5-th percentile	643750.45
Q1	3943278.25
median	8024147.5
Q3	12252320.5
95-th percentile	15458150.55
Maximum	16228295
Range	16228295
Interquartile range (IQR)	8309042.25

Descriptive statistics

Standard deviation	4774769.999
Coefficient of variation (CV)	0.5926258338
Kurtosis	-1.220860839
Mean	8056972.421
Median Absolute Deviation (MAD)	4152774
Skewness	0.01473336482
Sum	6.179657562e+13
Variance	2.279842854e+13
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
13930435	1	< 0.1%
14004199	1	< 0.1%
9807846	1	< 0.1%
5619685	1	< 0.1%
13996003	1	< 0.1%
9725918	1	< 0.1%
5537757	1	< 0.1%
13905879	1	< 0.1%
9701330	1	< 0.1%
Other values (7669940)	7669940	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
16228295	1	< 0.1%
16228293	1	< 0.1%
16228291	1	< 0.1%
16228290	1	< 0.1%
16228289	1	< 0.1%

bike_id
Real number (ℝ_≥0)

Distinct	2681
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	121288.1916
Minimum	106022
Maximum	143866
Zeros	0
Zeros (%)	0.0%
Memory size	58.5 MiB

Quantile statistics

Minimum	106022
5-th percentile	108385
Q1	116498
median	119919
Q3	120512
95-th percentile	143722
Maximum	143866
Range	37844
Interquartile range (IQR)	4014

Descriptive statistics

Standard deviation	10746.43914
Coefficient of variation (CV)	0.08860251765
Kurtosis	0.4183371185
Mean	121288.1916
Median Absolute Deviation (MAD)	893
Skewness	1.144872394
Sum	9.302743654e+11
Variance	115485954.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143619	4872	0.1%
116251	4868	0.1%
119685	4800	0.1%
108483	4792	0.1%
119882	4744	0.1%
143694	4727	0.1%
120000	4723	0.1%
119612	4721	0.1%
107509	4704	0.1%
107353	4700	0.1%
Other values (2671)	7622299	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
106022	71	< 0.1%
106025	1296	< 0.1%
106033	185	< 0.1%
106035	628	< 0.1%
106040	851	< 0.1%

Value	Count	Frequency (%)
143866	1697	< 0.1%
143855	363	< 0.1%
143833	1796	< 0.1%
143832	2477	< 0.1%
143831	4379	0.1%

user_id
Categorical

HIGH CARDINALITY

Distinct	228554
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	58.5 MiB

496D35CFE3F625730E578793269E52D0A45FE53E	2714
6DF3E96544415EBFF474F968F264E144772F508E	2583
7439201395BB2E80301974D4D00100F1F8A7AFB4	2299
5EBBA60A2178EF837A2A2065E05B1A84C9B4FD94	2258
F4B0220EB708EB3C7D2966B0194FA19640B458C5	2167
Other values (228549)	7657929

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
496D35CFE3F625730E578793269E52D0A45FE53E	2714	< 0.1%
6DF3E96544415EBFF474F968F264E144772F508E	2583	< 0.1%
7439201395BB2E80301974D4D00100F1F8A7AFB4	2299	< 0.1%
5EBBA60A2178EF837A2A2065E05B1A84C9B4FD94	2258	< 0.1%
F4B0220EB708EB3C7D2966B0194FA19640B458C5	2167	< 0.1%
B55462DA30B9D64E617B92DF0A99AC509BCC461B	2100	< 0.1%
19C08F00C4101E327BF935F49D228C5398AA9F06	2001	< 0.1%
63D3262EA34B00E18F9A801AE1832C618FD70D49	1946	< 0.1%
D56E514389AF41CEE25EB57352A9CAC5D7371006	1944	< 0.1%
BDBE0F11FE2C06152C2D97FF4B02E02D1D962C6E	1938	< 0.1%
Other values (228544)	7648000	99.7%

Frequencies of value counts

Unique

Unique	26999 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	40
Median length	40
Mean length	40
Min length	40

date_from
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	7205513
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Memory size	58.5 MiB

2016-07-21 20:05:02	6
2014-07-01 00:39:04	6
2017-05-15 17:52:53	6
2015-09-08 17:39:51	6
2016-06-01 17:07:51	6
Other values (7205508)	7669920

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2016-07-21 20:05:02	6	< 0.1%
2014-07-01 00:39:04	6	< 0.1%
2017-05-15 17:52:53	6	< 0.1%
2015-09-08 17:39:51	6	< 0.1%
2016-06-01 17:07:51	6	< 0.1%
2014-08-05 17:01:52	5	< 0.1%
2016-08-14 14:29:04	5	< 0.1%
2016-07-26 18:26:49	5	< 0.1%
2017-03-28 18:13:37	5	< 0.1%
2016-07-21 19:14:48	5	< 0.1%
Other values (7205503)	7669895	> 99.9%

Frequencies of value counts

Unique

Unique	6766286 ?
Unique (%)	88.2%

Histogram of lengths of the category

Length

Max length	19
Median length	19
Mean length	19
Min length	19

date_until
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	7194377
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Memory size	58.5 MiB

2017-04-02 16:05:32	6
2016-05-10 17:44:08	5
2016-06-05 15:46:28	5
2015-07-23 19:23:26	5
2014-08-13 18:57:28	5
Other values (7194372)	7669924

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2017-04-02 16:05:32	6	< 0.1%
2016-05-10 17:44:08	5	< 0.1%
2016-06-05 15:46:28	5	< 0.1%
2015-07-23 19:23:26	5	< 0.1%
2014-08-13 18:57:28	5	< 0.1%
2015-04-23 17:48:13	5	< 0.1%
2017-03-28 17:51:08	5	< 0.1%
2016-05-27 17:50:22	5	< 0.1%
2015-06-12 22:13:19	5	< 0.1%
2016-09-19 17:35:27	5	< 0.1%
Other values (7194367)	7669899	> 99.9%

Frequencies of value counts

Unique

Unique	6745259 ?
Unique (%)	87.9%

Histogram of lengths of the category

Length

Max length	19
Median length	19
Mean length	19
Min length	19

start_station_name
Categorical

HIGH CARDINALITY

Distinct	208
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.5 MiB

Allende-Platz/Grindelhof	157780
Schulterblatt/Eifflerstraße	145002
Mundsburg / Schürbeker Straße	112640
Goldbekplatz / Semperstraße	111603
Lange Reihe / Lohmühlenpark	108510
Other values (203)	7034415

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Allende-Platz/Grindelhof	157780	2.1%
Schulterblatt/Eifflerstraße	145002	1.9%
Mundsburg / Schürbeker Straße	112640	1.5%
Goldbekplatz / Semperstraße	111603	1.5%
Lange Reihe / Lohmühlenpark	108510	1.4%
Jungfernstieg / Ballindamm	108407	1.4%
Jarrestraße / Rambatzweg	104656	1.4%
Neuer Pferdemarkt / Beim Grünen Jäger	103806	1.4%
Paulinenplatz/Wohlwillstraße	101823	1.3%
Eduard-Rhein-Ufer / Schwanenwik	100546	1.3%
Other values (198)	6515177	84.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	48
Median length	28
Mean length	28.92616262
Min length	14

start_station_id
Real number (ℝ_≥0)

Distinct	208
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	169794.3685
Minimum	131543
Maximum	268358
Zeros	0
Zeros (%)	0.0%
Memory size	58.5 MiB

Quantile statistics

Minimum	131543
5-th percentile	131641
Q1	131885
median	140796
Q3	211706
95-th percentile	244935
Maximum	268358
Range	136815
Interquartile range (IQR)	79821

Descriptive statistics

Standard deviation	41570.88457
Coefficient of variation (CV)	0.2448307616
Kurtosis	-1.316271791
Mean	169794.3685
Median Absolute Deviation (MAD)	9154
Skewness	0.5420001566
Sum	1.302314317e+12
Variance	1728138444
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
198077	157780	2.1%
131648	145002	1.9%
140799	112640	1.5%
140796	111603	1.5%
138385	108510	1.4%
131879	108407	1.4%
138376	104656	1.4%
131890	103806	1.4%
131547	101823	1.3%
140800	100546	1.3%
Other values (198)	6515177	84.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
131543	90273	1.2%
131546	52956	0.7%
131547	101823	1.3%
131639	72443	0.9%
131640	21095	0.3%

Value	Count	Frequency (%)
268358	81	< 0.1%
264821	2964	< 0.1%
264820	6686	0.1%
264330	1222	< 0.1%
256467	5401	0.1%

end_station_name
Categorical

HIGH CARDINALITY

Distinct	208
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.5 MiB

Allende-Platz/Grindelhof	161211
Schulterblatt/Eifflerstraße	145284
Jungfernstieg / Ballindamm	114148
Goldbekplatz / Semperstraße	113991
Mundsburg / Schürbeker Straße	113893
Other values (203)	7021423

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Allende-Platz/Grindelhof	161211	2.1%
Schulterblatt/Eifflerstraße	145284	1.9%
Jungfernstieg / Ballindamm	114148	1.5%
Goldbekplatz / Semperstraße	113991	1.5%
Mundsburg / Schürbeker Straße	113893	1.5%
Lange Reihe / Lohmühlenpark	109179	1.4%
Jarrestraße / Rambatzweg	108136	1.4%
Neuer Pferdemarkt / Beim Grünen Jäger	103347	1.3%
Paulinenplatz/Wohlwillstraße	103000	1.3%
Eduard-Rhein-Ufer / Schwanenwik	102102	1.3%
Other values (198)	6495659	84.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	48
Median length	28
Mean length	28.9019579
Min length	14

end_station_id
Real number (ℝ_≥0)

Distinct	208
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	170111.856
Minimum	131543
Maximum	268358
Zeros	0
Zeros (%)	0.0%
Memory size	58.5 MiB

Quantile statistics

Minimum	131543
5-th percentile	131641
Q1	131887
median	140796
Q3	211706
95-th percentile	244935
Maximum	268358
Range	136815
Interquartile range (IQR)	79819

Descriptive statistics

Standard deviation	41577.36347
Coefficient of variation (CV)	0.244411909
Kurtosis	-1.327636139
Mean	170111.856
Median Absolute Deviation (MAD)	9154
Skewness	0.5283857597
Sum	1.30474943e+12
Variance	1728677153
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
198077	161211	2.1%
131648	145284	1.9%
131879	114148	1.5%
140796	113991	1.5%
140799	113893	1.5%
138385	109179	1.4%
138376	108136	1.4%
131890	103347	1.3%
131547	103000	1.3%
140800	102102	1.3%
Other values (198)	6495659	84.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
131543	96289	1.3%
131546	53211	0.7%
131547	103000	1.3%
131639	76155	1.0%
131640	20242	0.3%

Value	Count	Frequency (%)
268358	72	< 0.1%
264821	2968	< 0.1%
264820	6607	0.1%
264330	1087	< 0.1%
256467	5497	0.1%

booked_via
Categorical

HIGH CARDINALITY

Distinct	223
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.5 MiB

iPhone SRH	2012624
Android SRH	1460250
IVR	763349
iPhone CAB	210597
Android CAB	82403
Other values (218)	3140727

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
iPhone SRH	2012624	26.2%
Android SRH	1460250	19.0%
IVR	763349	10.0%
iPhone CAB	210597	2.7%
Android CAB	82403	1.1%
Unknown	77217	1.0%
terminal HH_93 (-2215-)	65395	0.9%
Terminal HH_5 (-2132-)	51094	0.7%
Terminal HH_79 (-2323-)	48210	0.6%
Terminal HH_75 (-2364-)	44666	0.6%
Other values (213)	2854145	37.2%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	28
Median length	11
Mean length	14.68398999
Min length	3

duration_in_min
Real number (ℝ_≥0)

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.05734509
Minimum	1
Maximum	33
Zeros	0
Zeros (%)	0.0%
Memory size	58.5 MiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	8
median	13
Q3	19
95-th percentile	28
Maximum	33
Range	32
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.37423814
Coefficient of variation (CV)	0.5245825645
Kurtosis	-0.4793869522
Mean	14.05734509
Median Absolute Deviation (MAD)	5
Skewness	0.6106385271
Sum	107819134
Variance	54.37938814
Monotocity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
8	451009	5.9%
7	448232	5.8%
9	442258	5.8%
6	430248	5.6%
10	427810	5.6%
11	408080	5.3%
12	384119	5.0%
5	364379	4.8%
13	361730	4.7%
14	338326	4.4%
Other values (23)	3613759	47.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	992	< 0.1%
2	9676	0.1%
3	145243	1.9%
4	260936	3.4%
5	364379	4.8%

Value	Count	Frequency (%)
33	53896	0.7%
32	61895	0.8%
31	72807	0.9%
30	82244	1.1%
29	92964	1.2%

distance_in_km
Real number (ℝ_≥0)

ZEROS

Distinct	13808
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.879521843
Minimum	0
Maximum	19.19140257
Zeros	293637
Zeros (%)	3.8%
Memory size	58.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.4124845333
Q1	0.9761789274
median	1.598932269
Q3	2.583083313
95-th percentile	4.240455163
Maximum	19.19140257
Range	19.19140257
Interquartile range (IQR)	1.606904385

Descriptive statistics

Standard deviation	1.21018557
Coefficient of variation (CV)	0.6438794923
Kurtosis	0.7775827794
Mean	1.879521843
Median Absolute Deviation (MAD)	0.742906618
Skewness	0.933151183
Sum	14415838.56
Variance	1.464549114
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	293637	3.8%
0.6899266912	35324	0.5%
0.4670319582	28565	0.4%
0.7730821796	23199	0.3%
0.838103895	21517	0.3%
0.6455644214	21438	0.3%
1.428854315	20358	0.3%
0.5965872349	19770	0.3%
0.8582389897	19528	0.3%
1.02143741	19000	0.2%
Other values (13798)	7167614	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	293637	3.8%
0.08803222592	296	< 0.1%
0.1058156515	1043	< 0.1%
0.1215029514	260	< 0.1%
0.1298428182	341	< 0.1%

Value	Count	Frequency (%)
19.19140257	1	< 0.1%
18.40713798	1	< 0.1%
14.9559601	1	< 0.1%
14.78695103	1	< 0.1%
13.78492366	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	bike_id	user_id	date_from	date_until	start_station_name	start_station_id	end_station_name	end_station_id	booked_via	duration_in_min	distance_in_km
0	0	143517	A821059B555C7764A2FF801180874A2FCB326222	2014-01-01 00:34:54	2014-01-01 00:50:14	U-Bahn Baumwall	214170	Mönckebergstraße / Rosenstraße	131880	iPhone SRH	16	1.293661
1	1	119830	1EBC930DB407ACEAE2FDE23A6CA40492EA3DFBB2	2014-01-01 01:39:55	2014-01-01 01:57:27	Bahnhof Altona Ost/Max-Brauer-Allee	131646	Schulterblatt/Eifflerstraße	131648	Android SRH	18	2.032271
2	2	143501	7AD2C1B70137479062A6DD73815835986677BB2D	2014-01-01 01:40:20	2014-01-01 01:53:09	Weidestraße/Biedermannplatz	211922	Jarrestraße / Rambatzweg	138376	Techniker HH_119 (-2334-)	13	0.954178
3	4	108641	4F4F752203EA6FC872D576E9289C4E1B362E16F6	2014-01-01 02:05:55	2014-01-01 02:13:49	Mundsburg / Schürbeker Straße	140799	Bartholomäusstraße/Beim Alten Schützenhof	211923	iPhone SRH	8	0.693159
4	5	143829	FEA7FF33A3252EE99E58B9E15724AA861CAB1DDF	2014-01-01 02:29:03	2014-01-01 02:32:41	Krausestraße/Eilbektal	208295	Lortzingstraße/Friedrichsberger Straße	213833	iPhone SRH	4	0.645564
5	6	143552	60A788942F6A49BF54DB9013DB05428F897FCCCE	2014-01-01 03:07:07	2014-01-01 03:20:08	Winterhuder Weg/ Zimmerstraße	208292	Wiesendamm/Roggenkamp	212607	Android SRH	14	1.977492
6	7	120327	E32FF481BF244603D691DED875AC4FBEDCF96BFB	2014-01-01 03:12:50	2014-01-01 03:14:54	Bahnhof Altona Ost/Max-Brauer-Allee	131646	Bahnhof Altona Ost/Max-Brauer-Allee	131646	Terminal HH_55 (-2121-)	3	0.000000
7	9	143577	708275C3A732D3BD47E97F1E0AC3AE01735FA170	2014-01-01 04:27:51	2014-01-01 04:45:18	Hofweg/Am Langenzug	200502	Eppendorfer Weg/Hoheluftchaussee	198086	Android SRH	18	2.830757
8	10	143580	4FCAC2DAFF984CC2FFC85D0B87D577D266010745	2014-01-01 04:58:33	2014-01-01 05:12:31	Löwenstraße/Eppendorfer Weg	213680	Heußweg/Wiesenstraße	201326	Techniker HH_138 (-2244-)	14	1.775725
9	12	119948	092D25BAD64832AE3F69488573BA5C398C25B51D	2014-01-01 01:08:18	2014-01-01 01:13:02	Isestraße / Hoheluftbrücke	140804	Eppendorfer Weg/Hoheluftchaussee	198086	IVR	5	0.555314

Last rows

	df_index	bike_id	user_id	date_from	date_until	start_station_name	start_station_id	end_station_name	end_station_id	booked_via	duration_in_min	distance_in_km
7669940	16228280	108747	B4E335F11DC342724FD0C5208AF2B0AC89D2B581	2017-05-15 22:36:58	2017-05-15 22:46:49	Alsenstraße/Düppelstraße	211706	Osterstraße/Bismarckstraße	131642	Terminal HH_95 (-2134-)	10	1.463426
7669941	16228281	109223	E83B9222C38C025523BE16AB2F00530522EF93CC	2017-05-15 22:38:44	2017-05-15 22:44:26	Wiesendamm/Roggenkamp	212607	Schleidenstraße/Osterbekstraße	208307	iPhone SRH	6	0.670447
7669942	16228282	116034	6F18F52C068612DC5AE3530A451FC80222F7B4C9	2017-05-15 22:45:13	2017-05-15 22:59:26	Eimsbütteler Straße/Waterloostraße	131644	Lappenbergsallee / Bei der Apostelkirche	243618	Android CAB	15	1.198705
7669943	16228283	117564	4C3C86C70B705E7075399845BFDF571548A50B90	2017-05-15 22:45:47	2017-05-15 23:00:21	Neumühlen/Övelgönne	213856	Bahnhof Altona West / Busbahnhof	131889	Techniker HH_135 (-2151-)	15	1.518474
7669944	16228288	120311	C639C55CFF8334C7C7983E278A9B257B044F00F1	2017-05-15 23:44:43	2017-05-16 00:13:44	Goldbekplatz / Semperstraße	140796	Berliner Tor / Berlinertordamm	131652	Terminal HH_73 (-2363-)	30	3.529680
7669945	16228289	143621	FF0963FE7D54E9455B5CF1ADE5DFEF484F8C525F	2017-05-16 01:11:33	2017-05-16 01:32:16	Schulterblatt/Eifflerstraße	131648	Fischersallee/Bleickenallee	211711	Unknown	21	2.880246
7669946	16228290	109115	FF7147E7A3583564085352944933642F67C4D755	2017-05-16 03:25:09	2017-05-16 03:31:05	Königstraße / Struenseestraße	131650	Große Rainstraße/Ottenser Hauptstraße	244943	iPhone SRH	6	0.989741
7669947	16228291	116255	5BB54A7EBCD7A5A88FD410A537E10160BA120BB2	2017-05-16 07:15:40	2017-05-16 07:19:49	Heußweg/Wiesenstraße	201326	Lappenbergsallee / Bei der Apostelkirche	243618	Terminal HH_11 (-2225-)	5	0.620216
7669948	16228293	119663	1024F6970D5BE146588D64F6AF427E147ADC642E	2017-05-16 07:36:36	2017-05-16 07:44:16	Bahnhof Altona Ost/Max-Brauer-Allee	131646	Neuer Pferdemarkt / Beim Grünen Jäger	131890	iPhone SRH	8	1.990734
7669949	16228295	120488	CC6405146B51242A9169AB55E88A5C472EA1B2AA	2017-05-16 07:40:17	2017-05-16 07:50:07	Weidestraße/Biedermannplatz	211922	Mundsburg / Schürbeker Straße	140799	Techniker HH_119 (-2334-)	10	1.241150

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows